{"id":"https://openalex.org/W4415272058","doi":"https://doi.org/10.1109/icc59461.2026.11587184","title":"Generative Resource Allocation for 6G O-RAN with Diffusion Policies","display_name":"Generative Resource Allocation for 6G O-RAN with Diffusion Policies","publication_year":2026,"publication_date":"2026-05-24","ids":{"openalex":"https://openalex.org/W4415272058","doi":"https://doi.org/10.1109/icc59461.2026.11587184"},"language":"en","primary_location":{"id":"doi:10.1109/icc59461.2026.11587184","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc59461.2026.11587184","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2026 - IEEE International Conference on Communications","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2506.07880","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038700674","display_name":"Salar Nouri","orcid":"https://orcid.org/0009-0002-6675-7818"},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Salar Nouri","raw_affiliation_strings":["University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120032697","display_name":"Mojdeh Karbalaeimotaleb","orcid":null},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mojdeh Karbalaee Motalleb","raw_affiliation_strings":["University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051253327","display_name":"Vahid Shah\u2010Mansouri","orcid":"https://orcid.org/0000-0003-4810-491X"},"institutions":[{"id":"https://openalex.org/I23946033","display_name":"University of Tehran","ror":"https://ror.org/05vf56z40","country_code":"IR","type":"education","lineage":["https://openalex.org/I23946033"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Vahid Shah-Mansouri","raw_affiliation_strings":["University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Tehran,School of Electrical and Computer Engineering,Tehran,Iran","institution_ids":["https://openalex.org/I23946033"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087043869","display_name":"Tarik Taleb","orcid":"https://orcid.org/0000-0003-1119-1239"},"institutions":[{"id":"https://openalex.org/I904495901","display_name":"Ruhr University Bochum","ror":"https://ror.org/04tsk2644","country_code":"DE","type":"education","lineage":["https://openalex.org/I904495901"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tarik Taleb","raw_affiliation_strings":["Ruhr University Bochum,Faculty of Electrical Engineering and Information Technology,Bochum,Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ruhr University Bochum,Faculty of Electrical Engineering and Information Technology,Bochum,Germany","institution_ids":["https://openalex.org/I904495901"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00240363,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11458","display_name":"Advanced Wireless Communication Technologies","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11932","display_name":"Wireless Body Area Networks","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7529000043869019},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.7315000295639038},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.48890000581741333},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4650000035762787},{"id":"https://openalex.org/keywords/quality-of-service","display_name":"Quality of service","score":0.4219000041484833},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4016999900341034},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.37130001187324524}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7529000043869019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7361000180244446},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.7315000295639038},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.48890000581741333},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.4697999954223633},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4650000035762787},{"id":"https://openalex.org/C5119721","wikidata":"https://www.wikidata.org/wiki/Q220501","display_name":"Quality of service","level":2,"score":0.4219000041484833},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4016999900341034},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3772999942302704},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.37130001187324524},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3702000081539154},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.36910000443458557},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.31220000982284546},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C2781085045","wikidata":"https://www.wikidata.org/wiki/Q7318308","display_name":"Reversing","level":2,"score":0.288100004196167},{"id":"https://openalex.org/C37404715","wikidata":"https://www.wikidata.org/wiki/Q380679","display_name":"Dynamic programming","level":2,"score":0.2741999924182892},{"id":"https://openalex.org/C2781175729","wikidata":"https://www.wikidata.org/wiki/Q7315823","display_name":"Resource distribution","level":3,"score":0.267300009727478},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.2533000111579895}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/icc59461.2026.11587184","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icc59461.2026.11587184","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICC 2026 - IEEE International Conference on Communications","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2506.07880","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.07880","pdf_url":"https://arxiv.org/pdf/2506.07880","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"doi:10.48550/arxiv.2506.07880","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2506.07880","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2506.07880","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2506.07880","pdf_url":"https://arxiv.org/pdf/2506.07880","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Dynamic":[0],"resource":[1,61,115],"allocation":[2,38,62],"in":[3,23,118],"O-RAN":[4],"is":[5],"critical":[6],"for":[7,112],"managing":[8],"the":[9,33,51,75,84,91,100,113],"conflicting":[10],"QoS":[11],"requirements":[12],"of":[13,36,77,94],"6G":[14],"network":[15],"slices.":[16],"Conventional":[17],"reinforcement":[18],"learning":[19],"agents":[20],"often":[21],"fail":[22],"this":[24],"domain,":[25],"as":[26,53],"their":[27],"unimodal":[28],"policy":[29,52,85],"structures":[30],"cannot":[31],"model":[32],"multi-modal":[34],"nature":[35],"optimal":[37],"strategies.":[39],"This":[40,81],"paper":[41],"introduces":[42],"Diffusion":[43],"Q-Learning":[44],"(Diffusion-QL),":[45],"a":[46,54,67,78,109],"novel":[47],"framework":[48],"that":[49,99],"represents":[50],"conditional":[55],"diffusion":[56],"model.":[57],"Our":[58],"approach":[59,102],"generates":[60],"actions":[63],"by":[64,74],"iteratively":[65],"reversing":[66],"noising":[68],"process,":[69],"with":[70],"each":[71],"step":[72],"guided":[73],"gradient":[76],"learned":[79],"Q-function.":[80],"method":[82],"enables":[83],"to":[86],"learn":[87],"and":[88],"sample":[89],"from":[90],"complex":[92],"distribution":[93],"near-optimal":[95],"actions.":[96],"Simulations":[97],"demonstrate":[98],"Diffusion-QL":[101],"consistently":[103],"outperforms":[104],"state-of-the-art":[105],"DRL":[106],"baselines,":[107],"offering":[108],"robust":[110],"solution":[111],"intricate":[114],"management":[116],"challenges":[117],"next-generation":[119],"wireless":[120],"networks.":[121]},"counts_by_year":[],"updated_date":"2026-08-05T07:39:15.569665","created_date":"2025-10-17T00:00:00"}
